Dataset statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Number of variables | 12 | 12 |
| Number of observations | 47442 | 7711 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Duplicate rows | 0 | 0 |
| Duplicate rows (%) | 0.0% | 0.0% |
| Total size in memory | 3.1 MiB | 521.6 KiB |
| Average record size in memory | 69.0 B | 69.3 B |
Variable types
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Numeric | 7 | 7 |
| Categorical | 5 | 5 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
loan_status has constant value "0" | loan_status has constant value "1" | Constant |
person_emp_length has 5796 (12.2%) zeros | person_emp_length has 1413 (18.3%) zeros | Zeros |
| Alert not present in this dataset | person_home_ownership is highly imbalanced (63.1%) | Imbalance |
Reproduction
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Analysis started | 2024-10-11 07:15:41.537226 | 2024-10-11 07:16:23.043335 |
| Analysis finished | 2024-10-11 07:16:22.462946 | 2024-10-11 07:16:56.985962 |
| Duration | 40.93 seconds | 33.94 seconds |
| Software version | ydata-profiling vv4.10.0 | ydata-profiling vv4.10.0 |
| Download configuration | config.json | config.json |
person_age
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 25 | 25 |
| Distinct (%) | 0.1% | 0.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 26.966506 | 26.867981 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 20 | 20 |
| Maximum | 44 | 44 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 20 | 20 |
| 5-th percentile | 22 | 22 |
| Q1 | 23 | 23 |
| median | 26 | 25 |
| Q3 | 29 | 29 |
| 95-th percentile | 37 | 37 |
| Maximum | 44 | 44 |
| Range | 24 | 24 |
| Interquartile range (IQR) | 6 | 6 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 4.9047111 | 5.0136468 |
| Coefficient of variation (CV) | 0.18188159 | 0.18660304 |
| Kurtosis | 1.0082062 | 1.0433213 |
| Mean | 26.966506 | 26.867981 |
| Median Absolute Deviation (MAD) | 3 | 3 |
| Skewness | 1.2051184 | 1.2393327 |
| Sum | 1279345 | 207179 |
| Variance | 24.056191 | 25.136654 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 6544 | |
| 22 | 5865 | |
| 24 | 5372 | |
| 25 | 4153 | |
| 27 | 3774 | |
| 26 | 3175 | 6.7% |
| 28 | 3059 | 6.4% |
| 29 | 2724 | 5.7% |
| 30 | 1939 | 4.1% |
| 31 | 1588 | 3.3% |
| Other values (15) | 9249 |
| Value | Count | Frequency (%) |
| 22 | 1070 | |
| 23 | 1021 | |
| 24 | 856 | |
| 25 | 713 | |
| 26 | 546 | 7.1% |
| 27 | 508 | 6.6% |
| 28 | 492 | 6.4% |
| 29 | 414 | 5.4% |
| 21 | 296 | 3.8% |
| 30 | 283 | 3.7% |
| Other values (15) | 1512 |
| Value | Count | Frequency (%) |
| 20 | 9 | < 0.1% |
| 21 | 1473 | 3.1% |
| 22 | 5865 | |
| 23 | 6544 | |
| 24 | 5372 | |
| 25 | 4153 | |
| 26 | 3175 | |
| 27 | 3774 | |
| 28 | 3059 | |
| 29 | 2724 |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 21 | 296 | 3.8% |
| 22 | 1070 | |
| 23 | 1021 | |
| 24 | 856 | |
| 25 | 713 | |
| 26 | 546 | |
| 27 | 508 | |
| 28 | 492 | |
| 29 | 414 | 5.4% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 21 | 296 | 0.6% |
| 22 | 1070 | |
| 23 | 1021 | |
| 24 | 856 | |
| 25 | 713 | |
| 26 | 546 | |
| 27 | 508 | |
| 28 | 492 | |
| 29 | 414 | 0.9% |
| Value | Count | Frequency (%) |
| 20 | 9 | 0.1% |
| 21 | 1473 | 19.1% |
| 22 | 5865 | |
| 23 | 6544 | |
| 24 | 5372 | |
| 25 | 4153 | |
| 26 | 3175 | |
| 27 | 3774 | |
| 28 | 3059 | |
| 29 | 2724 |
person_income
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 2088 | 834 |
| Distinct (%) | 4.4% | 10.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 62773.553 | 47387.325 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 4200 | 9600 |
| Maximum | 142500 | 142800 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 4200 | 9600 |
| 5-th percentile | 30000 | 24000 |
| Q1 | 45000 | 32000 |
| median | 60000 | 44000 |
| Q3 | 75949.5 | 59000 |
| 95-th percentile | 117000 | 83500 |
| Maximum | 142500 | 142800 |
| Range | 138300 | 133200 |
| Interquartile range (IQR) | 30949.5 | 27000 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 25383.777 | 19769.913 |
| Coefficient of variation (CV) | 0.40437056 | 0.41719833 |
| Kurtosis | 0.25074541 | 1.6826209 |
| Mean | 62773.553 | 47387.325 |
| Median Absolute Deviation (MAD) | 15600 | 13000 |
| Skewness | 0.79914192 | 1.1266421 |
| Sum | 2.9781029 × 109 | 3.6540367 × 108 |
| Variance | 6.4433613 × 108 | 3.9084947 × 108 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 3862 | 8.1% |
| 50000 | 2815 | 5.9% |
| 40000 | 1787 | 3.8% |
| 70000 | 1770 | 3.7% |
| 75000 | 1610 | 3.4% |
| 45000 | 1423 | 3.0% |
| 30000 | 1415 | 3.0% |
| 80000 | 1401 | 3.0% |
| 65000 | 1391 | 2.9% |
| 90000 | 1286 | 2.7% |
| Other values (2078) | 28682 |
| Value | Count | Frequency (%) |
| 30000 | 684 | 8.9% |
| 54000 | 360 | 4.7% |
| 44000 | 267 | 3.5% |
| 36000 | 251 | 3.3% |
| 34000 | 214 | 2.8% |
| 39000 | 191 | 2.5% |
| 24000 | 186 | 2.4% |
| 60000 | 173 | 2.2% |
| 42000 | 161 | 2.1% |
| 40000 | 154 | 2.0% |
| Other values (824) | 5070 |
| Value | Count | Frequency (%) |
| 4200 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 9600 | 7 | |
| 10000 | 1 | < 0.1% |
| 10140 | 1 | < 0.1% |
| 12000 | 13 | |
| 12360 | 1 | < 0.1% |
| 12600 | 1 | < 0.1% |
| 12996 | 1 | < 0.1% |
| 13200 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 9600 | 6 | 0.1% |
| 12000 | 20 | |
| 12500 | 1 | < 0.1% |
| 12996 | 1 | < 0.1% |
| 13000 | 1 | < 0.1% |
| 13200 | 2 | < 0.1% |
| 14000 | 1 | < 0.1% |
| 14400 | 29 | |
| 14500 | 1 | < 0.1% |
| 15000 | 17 |
| Value | Count | Frequency (%) |
| 9600 | 6 | < 0.1% |
| 12000 | 20 | |
| 12500 | 1 | < 0.1% |
| 12996 | 1 | < 0.1% |
| 13000 | 1 | < 0.1% |
| 13200 | 2 | < 0.1% |
| 14000 | 1 | < 0.1% |
| 14400 | 29 | |
| 14500 | 1 | < 0.1% |
| 15000 | 17 |
| Value | Count | Frequency (%) |
| 4200 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 9600 | 7 | |
| 10000 | 1 | < 0.1% |
| 10140 | 1 | < 0.1% |
| 12000 | 13 | |
| 12360 | 1 | < 0.1% |
| 12600 | 1 | < 0.1% |
| 12996 | 1 | < 0.1% |
| 13200 | 3 | < 0.1% |
person_home_ownership
Categorical
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 417.4 KiB | 68.2 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 68 |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | 40 |
| OTHER | 14 |
Length
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Max length | 8 | 8 |
| Median length | 5 | 4 |
| Mean length | 5.7536782 | 4.7073013 |
| Min length | 3 | 3 |
Characters and Unicode
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Total characters | 272966 | 36298 |
| Distinct characters | 10 | 10 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| 1st row | RENT | RENT |
| 2nd row | OWN | RENT |
| 3rd row | OWN | RENT |
| 4th row | RENT | RENT |
| 5th row | RENT | RENT |
Common Values
| Value | Count | Frequency (%) |
| RENT | 22989 | |
| MORTGAGE | 21503 | |
| OWN | 2882 | 6.1% |
| OTHER | 68 | 0.1% |
| Value | Count | Frequency (%) |
| RENT | 6287 | |
| MORTGAGE | 1370 | 17.8% |
| OWN | 40 | 0.5% |
| OTHER | 14 | 0.2% |
Length
Common Values (Plot)
Loan_status = 0
Loan_status = 1
| Value | Count | Frequency (%) |
| rent | 22989 | |
| mortgage | 21503 | |
| own | 2882 | 6.1% |
| other | 68 | 0.1% |
| Value | Count | Frequency (%) |
| rent | 6287 | |
| mortgage | 1370 | 17.8% |
| own | 40 | 0.5% |
| other | 14 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 44560 | |
| E | 44560 | |
| T | 44560 | |
| G | 43006 | |
| N | 25871 | |
| O | 24453 | |
| M | 21503 | |
| A | 21503 | |
| W | 2882 | 1.1% |
| H | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| R | 7671 | |
| E | 7671 | |
| T | 7671 | |
| N | 6327 | |
| G | 2740 | 7.5% |
| O | 1424 | 3.9% |
| M | 1370 | 3.8% |
| A | 1370 | 3.8% |
| W | 40 | 0.1% |
| H | 14 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 272966 |
| Value | Count | Frequency (%) |
| (unknown) | 36298 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 44560 | |
| E | 44560 | |
| T | 44560 | |
| G | 43006 | |
| N | 25871 | |
| O | 24453 | |
| M | 21503 | |
| A | 21503 | |
| W | 2882 | 1.1% |
| H | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| R | 7671 | |
| E | 7671 | |
| T | 7671 | |
| N | 6327 | |
| G | 2740 | 7.5% |
| O | 1424 | 3.9% |
| M | 1370 | 3.8% |
| A | 1370 | 3.8% |
| W | 40 | 0.1% |
| H | 14 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 272966 |
| Value | Count | Frequency (%) |
| (unknown) | 36298 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 44560 | |
| E | 44560 | |
| T | 44560 | |
| G | 43006 | |
| N | 25871 | |
| O | 24453 | |
| M | 21503 | |
| A | 21503 | |
| W | 2882 | 1.1% |
| H | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| R | 7671 | |
| E | 7671 | |
| T | 7671 | |
| N | 6327 | |
| G | 2740 | 7.5% |
| O | 1424 | 3.9% |
| M | 1370 | 3.8% |
| A | 1370 | 3.8% |
| W | 40 | 0.1% |
| H | 14 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 272966 |
| Value | Count | Frequency (%) |
| (unknown) | 36298 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 44560 | |
| E | 44560 | |
| T | 44560 | |
| G | 43006 | |
| N | 25871 | |
| O | 24453 | |
| M | 21503 | |
| A | 21503 | |
| W | 2882 | 1.1% |
| H | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| R | 7671 | |
| E | 7671 | |
| T | 7671 | |
| N | 6327 | |
| G | 2740 | 7.5% |
| O | 1424 | 3.9% |
| M | 1370 | 3.8% |
| A | 1370 | 3.8% |
| W | 40 | 0.1% |
| H | 14 | < 0.1% |
person_emp_length
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 18 | 18 |
| Distinct (%) | < 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 4.7090553 | 3.5751524 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 17 | 17 |
| Zeros | 5796 | 1413 |
| Zeros (%) | 12.2% | 18.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 2 | 1 |
| median | 4 | 3 |
| Q3 | 7 | 5 |
| 95-th percentile | 12 | 10 |
| Maximum | 17 | 17 |
| Range | 17 | 17 |
| Interquartile range (IQR) | 5 | 4 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 3.6327217 | 3.325767 |
| Coefficient of variation (CV) | 0.77143323 | 0.93024483 |
| Kurtosis | 0.31053039 | 1.3596936 |
| Mean | 4.7090553 | 3.5751524 |
| Median Absolute Deviation (MAD) | 2 | 2 |
| Skewness | 0.81454258 | 1.1989271 |
| Sum | 223407 | 27568 |
| Variance | 13.196667 | 11.060726 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5796 | |
| 2 | 5606 | |
| 3 | 5349 | |
| 5 | 4984 | |
| 4 | 4535 | |
| 6 | 4180 | |
| 1 | 3856 | |
| 7 | 3669 | |
| 8 | 2603 | |
| 9 | 1925 | 4.1% |
| Other values (8) | 4939 |
| Value | Count | Frequency (%) |
| 0 | 1413 | |
| 2 | 1304 | |
| 1 | 1024 | |
| 3 | 800 | |
| 4 | 679 | |
| 5 | 574 | |
| 6 | 531 | 6.9% |
| 7 | 455 | 5.9% |
| 8 | 257 | 3.3% |
| 9 | 224 | 2.9% |
| Other values (8) | 450 | 5.8% |
| Value | Count | Frequency (%) |
| 0 | 5796 | |
| 1 | 3856 | |
| 2 | 5606 | |
| 3 | 5349 | |
| 4 | 4535 | |
| 5 | 4984 | |
| 6 | 4180 | |
| 7 | 3669 | |
| 8 | 2603 | |
| 9 | 1925 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 1413 | |
| 1 | 1024 | |
| 2 | 1304 | |
| 3 | 800 | |
| 4 | 679 | |
| 5 | 574 | |
| 6 | 531 | 6.9% |
| 7 | 455 | 5.9% |
| 8 | 257 | 3.3% |
| 9 | 224 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 1413 | |
| 1 | 1024 | |
| 2 | 1304 | |
| 3 | 800 | |
| 4 | 679 | |
| 5 | 574 | |
| 6 | 531 | 1.1% |
| 7 | 455 | 1.0% |
| 8 | 257 | 0.5% |
| 9 | 224 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 5796 | |
| 1 | 3856 | |
| 2 | 5606 | |
| 3 | 5349 | |
| 4 | 4535 | |
| 5 | 4984 | |
| 6 | 4180 | |
| 7 | 3669 | |
| 8 | 2603 | |
| 9 | 1925 | 25.0% |
loan_intent
Categorical
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 417.5 KiB | 68.3 KiB |
| EDUCATION | |
|---|---|
| MEDICAL | |
| VENTURE | |
| PERSONAL | |
| DEBTCONSOLIDATION |
| MEDICAL | |
|---|---|
| DEBTCONSOLIDATION | |
| EDUCATION | |
| PERSONAL | |
| HOMEIMPROVEMENT |
Length
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Max length | 17 | 17 |
| Median length | 15 | 15 |
| Mean length | 9.9030395 | 10.637012 |
| Min length | 7 | 7 |
Characters and Unicode
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Total characters | 469820 | 82022 |
| Distinct characters | 17 | 17 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| 1st row | EDUCATION | PERSONAL |
| 2nd row | MEDICAL | MEDICAL |
| 3rd row | PERSONAL | VENTURE |
| 4th row | VENTURE | MEDICAL |
| 5th row | MEDICAL | EDUCATION |
Common Values
| Value | Count | Frequency (%) |
| EDUCATION | 10533 | |
| MEDICAL | 8554 | |
| VENTURE | 8554 | |
| PERSONAL | 7976 | |
| DEBTCONSOLIDATION | 7042 | |
| HOMEIMPROVEMENT | 4783 |
| Value | Count | Frequency (%) |
| MEDICAL | 1795 | |
| DEBTCONSOLIDATION | 1628 | |
| EDUCATION | 1236 | |
| PERSONAL | 1205 | |
| HOMEIMPROVEMENT | 1011 | |
| VENTURE | 836 |
Length
Common Values (Plot)
Loan_status = 0
Loan_status = 1
| Value | Count | Frequency (%) |
| education | 10533 | |
| medical | 8554 | |
| venture | 8554 | |
| personal | 7976 | |
| debtconsolidation | 7042 | |
| homeimprovement | 4783 |
| Value | Count | Frequency (%) |
| medical | 1795 | |
| debtconsolidation | 1628 | |
| education | 1236 | |
| personal | 1205 | |
| homeimprovement | 1011 | |
| venture | 836 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 65562 | |
| O | 49201 | |
| N | 45930 | |
| T | 37954 | |
| I | 37954 | |
| A | 34105 | 7.3% |
| D | 33171 | 7.1% |
| C | 26129 | 5.6% |
| L | 23572 | 5.0% |
| M | 22903 | 4.9% |
| Other values (7) | 93339 |
| Value | Count | Frequency (%) |
| E | 10569 | |
| O | 9347 | |
| N | 7544 | |
| I | 7298 | |
| T | 6339 | |
| D | 6287 | |
| A | 5864 | |
| M | 4828 | 5.9% |
| C | 4659 | 5.7% |
| L | 4628 | 5.6% |
| Other values (7) | 14659 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 469820 |
| Value | Count | Frequency (%) |
| (unknown) | 82022 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 65562 | |
| O | 49201 | |
| N | 45930 | |
| T | 37954 | |
| I | 37954 | |
| A | 34105 | 7.3% |
| D | 33171 | 7.1% |
| C | 26129 | 5.6% |
| L | 23572 | 5.0% |
| M | 22903 | 4.9% |
| Other values (7) | 93339 |
| Value | Count | Frequency (%) |
| E | 10569 | |
| O | 9347 | |
| N | 7544 | |
| I | 7298 | |
| T | 6339 | |
| D | 6287 | |
| A | 5864 | |
| M | 4828 | 5.9% |
| C | 4659 | 5.7% |
| L | 4628 | 5.6% |
| Other values (7) | 14659 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 469820 |
| Value | Count | Frequency (%) |
| (unknown) | 82022 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 65562 | |
| O | 49201 | |
| N | 45930 | |
| T | 37954 | |
| I | 37954 | |
| A | 34105 | 7.3% |
| D | 33171 | 7.1% |
| C | 26129 | 5.6% |
| L | 23572 | 5.0% |
| M | 22903 | 4.9% |
| Other values (7) | 93339 |
| Value | Count | Frequency (%) |
| E | 10569 | |
| O | 9347 | |
| N | 7544 | |
| I | 7298 | |
| T | 6339 | |
| D | 6287 | |
| A | 5864 | |
| M | 4828 | 5.9% |
| C | 4659 | 5.7% |
| L | 4628 | 5.6% |
| Other values (7) | 14659 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 469820 |
| Value | Count | Frequency (%) |
| (unknown) | 82022 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 65562 | |
| O | 49201 | |
| N | 45930 | |
| T | 37954 | |
| I | 37954 | |
| A | 34105 | 7.3% |
| D | 33171 | 7.1% |
| C | 26129 | 5.6% |
| L | 23572 | 5.0% |
| M | 22903 | 4.9% |
| Other values (7) | 93339 |
| Value | Count | Frequency (%) |
| E | 10569 | |
| O | 9347 | |
| N | 7544 | |
| I | 7298 | |
| T | 6339 | |
| D | 6287 | |
| A | 5864 | |
| M | 4828 | 5.9% |
| C | 4659 | 5.7% |
| L | 4628 | 5.6% |
| Other values (7) | 14659 |
loan_grade
Categorical
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 7 | 7 |
| Distinct (%) | < 0.1% | 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 417.7 KiB | 68.5 KiB |
| A | |
|---|---|
| B | |
| C | |
| D | |
| E | 334 |
| Other values (2) | 55 |
| D | |
|---|---|
| B | |
| C | |
| A | |
| E | |
| Other values (2) | 105 |
Length
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Total characters | 47442 | 7711 |
| Distinct characters | 7 | 7 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| 1st row | B | B |
| 2nd row | C | D |
| 3rd row | A | C |
| 4th row | B | B |
| 5th row | A | D |
Common Values
| Value | Count | Frequency (%) |
| A | 18866 | |
| B | 17243 | |
| C | 9054 | |
| D | 1890 | 4.0% |
| E | 334 | 0.7% |
| F | 51 | 0.1% |
| G | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| D | 2803 | |
| B | 1890 | |
| C | 1391 | |
| A | 926 | 12.0% |
| E | 596 | 7.7% |
| F | 79 | 1.0% |
| G | 26 | 0.3% |
Length
Common Values (Plot)
Loan_status = 0
Loan_status = 1
| Value | Count | Frequency (%) |
| a | 18866 | |
| b | 17243 | |
| c | 9054 | |
| d | 1890 | 4.0% |
| e | 334 | 0.7% |
| f | 51 | 0.1% |
| g | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| d | 2803 | |
| b | 1890 | |
| c | 1391 | |
| a | 926 | 12.0% |
| e | 596 | 7.7% |
| f | 79 | 1.0% |
| g | 26 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 18866 | |
| B | 17243 | |
| C | 9054 | |
| D | 1890 | 4.0% |
| E | 334 | 0.7% |
| F | 51 | 0.1% |
| G | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| D | 2803 | |
| B | 1890 | |
| C | 1391 | |
| A | 926 | 12.0% |
| E | 596 | 7.7% |
| F | 79 | 1.0% |
| G | 26 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 18866 | |
| B | 17243 | |
| C | 9054 | |
| D | 1890 | 4.0% |
| E | 334 | 0.7% |
| F | 51 | 0.1% |
| G | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| D | 2803 | |
| B | 1890 | |
| C | 1391 | |
| A | 926 | 12.0% |
| E | 596 | 7.7% |
| F | 79 | 1.0% |
| G | 26 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 18866 | |
| B | 17243 | |
| C | 9054 | |
| D | 1890 | 4.0% |
| E | 334 | 0.7% |
| F | 51 | 0.1% |
| G | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| D | 2803 | |
| B | 1890 | |
| C | 1391 | |
| A | 926 | 12.0% |
| E | 596 | 7.7% |
| F | 79 | 1.0% |
| G | 26 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 18866 | |
| B | 17243 | |
| C | 9054 | |
| D | 1890 | 4.0% |
| E | 334 | 0.7% |
| F | 51 | 0.1% |
| G | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| D | 2803 | |
| B | 1890 | |
| C | 1391 | |
| A | 926 | 12.0% |
| E | 596 | 7.7% |
| F | 79 | 1.0% |
| G | 26 | 0.3% |
loan_amnt
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 480 | 282 |
| Distinct (%) | 1.0% | 3.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 8612.6488 | 10727.369 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 500 | 1000 |
| Maximum | 26000 | 25850 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 500 | 1000 |
| 5-th percentile | 2400 | 2500 |
| Q1 | 5000 | 6000 |
| median | 7875 | 10000 |
| Q3 | 11600 | 15000 |
| 95-th percentile | 18400 | 24000 |
| Maximum | 26000 | 25850 |
| Range | 25500 | 24850 |
| Interquartile range (IQR) | 6600 | 9000 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 4937.5622 | 6001.678 |
| Coefficient of variation (CV) | 0.57329194 | 0.55947342 |
| Kurtosis | 0.96972318 | -0.24677795 |
| Mean | 8612.6488 | 10727.369 |
| Median Absolute Deviation (MAD) | 2875 | 4500 |
| Skewness | 1.0205589 | 0.64441315 |
| Sum | 4.0860128 × 108 | 82718745 |
| Variance | 24379520 | 36020139 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 5867 | 12.4% |
| 5000 | 4486 | 9.5% |
| 6000 | 4112 | 8.7% |
| 12000 | 3550 | 7.5% |
| 8000 | 2801 | 5.9% |
| 15000 | 2513 | 5.3% |
| 4000 | 2083 | 4.4% |
| 3000 | 2013 | 4.2% |
| 7000 | 1868 | 3.9% |
| 20000 | 1115 | 2.4% |
| Other values (470) | 17034 |
| Value | Count | Frequency (%) |
| 10000 | 938 | 12.2% |
| 15000 | 583 | 7.6% |
| 12000 | 536 | 7.0% |
| 5000 | 515 | 6.7% |
| 20000 | 430 | 5.6% |
| 6000 | 376 | 4.9% |
| 8000 | 355 | 4.6% |
| 25000 | 313 | 4.1% |
| 4000 | 249 | 3.2% |
| 3000 | 230 | 3.0% |
| Other values (272) | 3186 |
| Value | Count | Frequency (%) |
| 500 | 1 | < 0.1% |
| 700 | 1 | < 0.1% |
| 900 | 1 | < 0.1% |
| 1000 | 357 | |
| 1050 | 2 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1150 | 1 | < 0.1% |
| 1200 | 150 | |
| 1225 | 2 | < 0.1% |
| 1250 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 37 | |
| 1200 | 19 | 0.2% |
| 1325 | 3 | < 0.1% |
| 1350 | 1 | < 0.1% |
| 1375 | 3 | < 0.1% |
| 1400 | 4 | 0.1% |
| 1450 | 2 | < 0.1% |
| 1500 | 63 | |
| 1600 | 14 | 0.2% |
| 1675 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 37 | |
| 1200 | 19 | < 0.1% |
| 1325 | 3 | < 0.1% |
| 1350 | 1 | < 0.1% |
| 1375 | 3 | < 0.1% |
| 1400 | 4 | < 0.1% |
| 1450 | 2 | < 0.1% |
| 1500 | 63 | |
| 1600 | 14 | < 0.1% |
| 1675 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 500 | 1 | < 0.1% |
| 700 | 1 | < 0.1% |
| 900 | 1 | < 0.1% |
| 1000 | 357 | |
| 1050 | 2 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1150 | 1 | < 0.1% |
| 1200 | 150 | |
| 1225 | 2 | < 0.1% |
| 1250 | 2 | < 0.1% |
loan_int_rate
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 321 | 297 |
| Distinct (%) | 0.7% | 3.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 10.250251 | 13.248717 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 5.42 | 5.42 |
| Maximum | 22.11 | 23.06 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 5.42 | 5.42 |
| 5-th percentile | 6.03 | 7.49 |
| Q1 | 7.51 | 11.14 |
| median | 10.39 | 13.85 |
| Q3 | 12.42 | 15.58 |
| 95-th percentile | 14.74 | 17.27 |
| Maximum | 22.11 | 23.06 |
| Range | 16.69 | 17.64 |
| Interquartile range (IQR) | 4.91 | 4.44 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 2.8192797 | 2.9986286 |
| Coefficient of variation (CV) | 0.27504494 | 0.2263335 |
| Kurtosis | -0.77064175 | -0.30067457 |
| Mean | 10.250251 | 13.248717 |
| Median Absolute Deviation (MAD) | 2.51 | 2.1 |
| Skewness | 0.1921621 | -0.47771865 |
| Sum | 486292.41 | 102160.86 |
| Variance | 7.9483381 | 8.9917735 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 7.51 | 1945 | 4.1% |
| 10.99 | 1876 | 4.0% |
| 7.88 | 1605 | 3.4% |
| 7.49 | 1441 | 3.0% |
| 13.49 | 1225 | 2.6% |
| 11.49 | 1139 | 2.4% |
| 7.9 | 1089 | 2.3% |
| 5.42 | 1029 | 2.2% |
| 6.03 | 998 | 2.1% |
| 7.14 | 898 | 1.9% |
| Other values (311) | 34197 |
| Value | Count | Frequency (%) |
| 14.96 | 246 | 3.2% |
| 10.99 | 192 | 2.5% |
| 15.62 | 160 | 2.1% |
| 11.71 | 139 | 1.8% |
| 16.77 | 138 | 1.8% |
| 13.49 | 130 | 1.7% |
| 15.65 | 130 | 1.7% |
| 15.99 | 121 | 1.6% |
| 7.51 | 109 | 1.4% |
| 16.29 | 109 | 1.4% |
| Other values (287) | 6237 |
| Value | Count | Frequency (%) |
| 5.42 | 1029 | |
| 5.43 | 1 | < 0.1% |
| 5.79 | 755 | |
| 5.99 | 521 | |
| 6 | 3 | < 0.1% |
| 6.03 | 998 | |
| 6.05 | 1 | < 0.1% |
| 6.17 | 332 | 0.7% |
| 6.39 | 95 | 0.2% |
| 6.42 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.42 | 20 | |
| 5.79 | 17 | 0.2% |
| 5.99 | 20 | |
| 6.03 | 17 | 0.2% |
| 6.17 | 14 | 0.2% |
| 6.54 | 45 | |
| 6.62 | 49 | |
| 6.76 | 4 | 0.1% |
| 6.91 | 30 | |
| 6.92 | 13 | 0.2% |
| Value | Count | Frequency (%) |
| 5.42 | 20 | |
| 5.79 | 17 | < 0.1% |
| 5.99 | 20 | |
| 6.03 | 17 | < 0.1% |
| 6.17 | 14 | < 0.1% |
| 6.54 | 45 | |
| 6.62 | 49 | |
| 6.76 | 4 | < 0.1% |
| 6.91 | 30 | |
| 6.92 | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.42 | 1029 | |
| 5.43 | 1 | < 0.1% |
| 5.79 | 755 | |
| 5.99 | 521 | |
| 6 | 3 | < 0.1% |
| 6.03 | 998 | |
| 6.05 | 1 | < 0.1% |
| 6.17 | 332 | 4.3% |
| 6.39 | 95 | 1.2% |
| 6.42 | 1 | < 0.1% |
loan_percent_income
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 46 | 44 |
| Distinct (%) | 0.1% | 0.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 0.1457178 | 0.2362949 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 0 | 0.01 |
| Maximum | 0.44 | 0.44 |
| Zeros | 1 | 0 |
| Zeros (%) | < 0.1% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 0 | 0.01 |
| 5-th percentile | 0.04 | 0.06 |
| Q1 | 0.09 | 0.14 |
| median | 0.13 | 0.24 |
| Q3 | 0.2 | 0.33 |
| 95-th percentile | 0.29 | 0.4 |
| Maximum | 0.44 | 0.44 |
| Range | 0.44 | 0.43 |
| Interquartile range (IQR) | 0.11 | 0.19 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 0.075989777 | 0.11188205 |
| Coefficient of variation (CV) | 0.52148588 | 0.47348483 |
| Kurtosis | 0.095865192 | -1.1985311 |
| Mean | 0.1457178 | 0.2362949 |
| Median Absolute Deviation (MAD) | 0.05 | 0.09 |
| Skewness | 0.67170159 | -0.074744639 |
| Sum | 6913.144 | 1822.07 |
| Variance | 0.0057744462 | 0.012517593 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0.13 | 2867 | 6.0% |
| 0.1 | 2852 | 6.0% |
| 0.08 | 2420 | 5.1% |
| 0.17 | 2384 | 5.0% |
| 0.07 | 2382 | 5.0% |
| 0.11 | 2363 | 5.0% |
| 0.09 | 2286 | 4.8% |
| 0.12 | 2210 | 4.7% |
| 0.06 | 2137 | 4.5% |
| 0.15 | 2134 | 4.5% |
| Other values (36) | 23407 |
| Value | Count | Frequency (%) |
| 0.33 | 544 | 7.1% |
| 0.31 | 324 | 4.2% |
| 0.32 | 300 | 3.9% |
| 0.17 | 275 | 3.6% |
| 0.34 | 265 | 3.4% |
| 0.14 | 243 | 3.2% |
| 0.36 | 239 | 3.1% |
| 0.4 | 229 | 3.0% |
| 0.19 | 224 | 2.9% |
| 0.08 | 218 | 2.8% |
| Other values (34) | 4850 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.01 | 93 | 0.2% |
| 0.02 | 352 | 0.7% |
| 0.03 | 926 | 2.0% |
| 0.04 | 1414 | |
| 0.05 | 1820 | |
| 0.06 | 2137 | |
| 0.07 | 2382 | |
| 0.08 | 2420 | |
| 0.09 | 2286 |
| Value | Count | Frequency (%) |
| 0.01 | 4 | 0.1% |
| 0.02 | 20 | 0.3% |
| 0.03 | 57 | 0.7% |
| 0.04 | 109 | |
| 0.05 | 125 | |
| 0.06 | 168 | |
| 0.07 | 134 | |
| 0.08 | 218 | |
| 0.09 | 183 | |
| 0.1 | 215 |
| Value | Count | Frequency (%) |
| 0.01 | 4 | < 0.1% |
| 0.02 | 20 | < 0.1% |
| 0.03 | 57 | 0.1% |
| 0.04 | 109 | |
| 0.05 | 125 | |
| 0.06 | 168 | |
| 0.07 | 134 | |
| 0.08 | 218 | |
| 0.09 | 183 | |
| 0.1 | 215 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.01 | 93 | 1.2% |
| 0.02 | 352 | 4.6% |
| 0.03 | 926 | 12.0% |
| 0.04 | 1414 | |
| 0.05 | 1820 | |
| 0.06 | 2137 | |
| 0.07 | 2382 | |
| 0.08 | 2420 | |
| 0.09 | 2286 |
cb_person_default_on_file
Categorical
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 417.2 KiB | 68.0 KiB |
| N | |
|---|---|
| Y |
| N | |
|---|---|
| Y |
Length
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Total characters | 47442 | 7711 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| 1st row | N | N |
| 2nd row | N | N |
| 3rd row | N | Y |
| 4th row | N | N |
| 5th row | N | N |
Common Values
| Value | Count | Frequency (%) |
| N | 41678 | |
| Y | 5764 | 12.1% |
| Value | Count | Frequency (%) |
| N | 5264 | |
| Y | 2447 |
Length
Common Values (Plot)
Loan_status = 0
Loan_status = 1
| Value | Count | Frequency (%) |
| n | 41678 | |
| y | 5764 | 12.1% |
| Value | Count | Frequency (%) |
| n | 5264 | |
| y | 2447 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 41678 | |
| Y | 5764 | 12.1% |
| Value | Count | Frequency (%) |
| N | 5264 | |
| Y | 2447 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 41678 | |
| Y | 5764 | 12.1% |
| Value | Count | Frequency (%) |
| N | 5264 | |
| Y | 2447 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 41678 | |
| Y | 5764 | 12.1% |
| Value | Count | Frequency (%) |
| N | 5264 | |
| Y | 2447 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 41678 | |
| Y | 5764 | 12.1% |
| Value | Count | Frequency (%) |
| N | 5264 | |
| Y | 2447 |
cb_person_cred_hist_length
Real number (ℝ)
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 16 | 16 |
| Distinct (%) | < 0.1% | 0.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 5.5060495 | 5.4247179 |
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 2 | 2 |
| Maximum | 17 | 17 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 741.3 KiB | 120.5 KiB |
Quantile statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Minimum | 2 | 2 |
| 5-th percentile | 2 | 2 |
| Q1 | 3 | 3 |
| median | 4 | 4 |
| Q3 | 8 | 8 |
| 95-th percentile | 13 | 14 |
| Maximum | 17 | 17 |
| Range | 15 | 15 |
| Interquartile range (IQR) | 5 | 5 |
Descriptive statistics
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Standard deviation | 3.5283731 | 3.5753887 |
| Coefficient of variation (CV) | 0.64081753 | 0.6590921 |
| Kurtosis | 0.95501706 | 1.0397913 |
| Mean | 5.5060495 | 5.4247179 |
| Median Absolute Deviation (MAD) | 2 | 2 |
| Skewness | 1.2219611 | 1.284345 |
| Sum | 261218 | 41830 |
| Variance | 12.449416 | 12.783405 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 8934 | |
| 2 | 8849 | |
| 4 | 8810 | |
| 9 | 2886 | 6.1% |
| 8 | 2838 | 6.0% |
| 7 | 2830 | 6.0% |
| 6 | 2803 | 5.9% |
| 10 | 2794 | 5.9% |
| 5 | 2774 | 5.8% |
| 14 | 638 | 1.3% |
| Other values (6) | 3286 | 6.9% |
| Value | Count | Frequency (%) |
| 2 | 1528 | |
| 4 | 1491 | |
| 3 | 1485 | |
| 8 | 452 | 5.9% |
| 9 | 439 | 5.7% |
| 6 | 426 | 5.5% |
| 10 | 418 | 5.4% |
| 5 | 415 | 5.4% |
| 7 | 401 | 5.2% |
| 14 | 134 | 1.7% |
| Other values (6) | 522 | 6.8% |
| Value | Count | Frequency (%) |
| 2 | 8849 | |
| 3 | 8934 | |
| 4 | 8810 | |
| 5 | 2774 | 5.8% |
| 6 | 2803 | 5.9% |
| 7 | 2830 | 6.0% |
| 8 | 2838 | 6.0% |
| 9 | 2886 | 6.1% |
| 10 | 2794 | 5.9% |
| 11 | 610 | 1.3% |
| Value | Count | Frequency (%) |
| 2 | 1528 | |
| 3 | 1485 | |
| 4 | 1491 | |
| 5 | 415 | 5.4% |
| 6 | 426 | 5.5% |
| 7 | 401 | 5.2% |
| 8 | 452 | 5.9% |
| 9 | 439 | 5.7% |
| 10 | 418 | 5.4% |
| 11 | 81 | 1.1% |
| Value | Count | Frequency (%) |
| 2 | 1528 | |
| 3 | 1485 | |
| 4 | 1491 | |
| 5 | 415 | 0.9% |
| 6 | 426 | 0.9% |
| 7 | 401 | 0.8% |
| 8 | 452 | 1.0% |
| 9 | 439 | 0.9% |
| 10 | 418 | 0.9% |
| 11 | 81 | 0.2% |
| Value | Count | Frequency (%) |
| 2 | 8849 | |
| 3 | 8934 | |
| 4 | 8810 | |
| 5 | 2774 | 36.0% |
| 6 | 2803 | 36.4% |
| 7 | 2830 | 36.7% |
| 8 | 2838 | 36.8% |
| 9 | 2886 | 37.4% |
| 10 | 2794 | 36.2% |
| 11 | 610 | 7.9% |
loan_status
Categorical
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | < 0.1% | < 0.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 417.1 KiB | 67.9 KiB |
| 0 |
|---|
| 1 |
|---|
Length
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Total characters | 47442 | 7711 |
| Distinct characters | 1 | 1 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Loan_status = 0 | Loan_status = 1 | |
|---|---|---|
| 1st row | 0 | 1 |
| 2nd row | 0 | 1 |
| 3rd row | 0 | 1 |
| 4th row | 0 | 1 |
| 5th row | 0 | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 47442 |
| Value | Count | Frequency (%) |
| 1 | 7711 |
Length
Common Values (Plot)
Loan_status = 0
Loan_status = 1
| Value | Count | Frequency (%) |
| 0 | 47442 |
| Value | Count | Frequency (%) |
| 1 | 7711 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 47442 |
| Value | Count | Frequency (%) |
| 1 | 7711 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 47442 |
| Value | Count | Frequency (%) |
| 1 | 7711 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 47442 |
| Value | Count | Frequency (%) |
| 1 | 7711 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47442 |
| Value | Count | Frequency (%) |
| (unknown) | 7711 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 47442 |
| Value | Count | Frequency (%) |
| 1 | 7711 |
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
Loan_status = 1
Loan_status = 0
| person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 37 | 35000 | RENT | 0.0 | EDUCATION | B | 6000 | 11.49 | 0.17 | N | 14 | 0 |
| 1 | 22 | 56000 | OWN | 6.0 | MEDICAL | C | 4000 | 13.35 | 0.07 | N | 2 | 0 |
| 2 | 29 | 28800 | OWN | 8.0 | PERSONAL | A | 6000 | 8.90 | 0.21 | N | 10 | 0 |
| 3 | 30 | 70000 | RENT | 14.0 | VENTURE | B | 12000 | 11.11 | 0.17 | N | 5 | 0 |
| 4 | 22 | 60000 | RENT | 2.0 | MEDICAL | A | 6000 | 6.92 | 0.10 | N | 3 | 0 |
| 5 | 27 | 45000 | RENT | 2.0 | VENTURE | A | 9000 | 8.94 | 0.20 | N | 5 | 0 |
| 6 | 25 | 45000 | MORTGAGE | 9.0 | EDUCATION | A | 12000 | 6.54 | 0.27 | N | 3 | 0 |
| 7 | 21 | 20000 | RENT | 0.0 | PERSONAL | C | 2500 | 13.49 | 0.13 | Y | 3 | 0 |
| 8 | 37 | 69600 | RENT | 11.0 | EDUCATION | D | 5000 | 14.84 | 0.07 | Y | 11 | 0 |
| 9 | 35 | 110000 | MORTGAGE | 0.0 | DEBTCONSOLIDATION | C | 15000 | 12.98 | 0.14 | Y | 6 | 0 |
Loan_status = 1
| person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | 22 | 33000 | RENT | 6.0 | PERSONAL | B | 10000 | 11.12 | 0.30 | N | 2 | 1 |
| 24 | 22 | 30000 | RENT | 3.0 | MEDICAL | D | 5000 | 16.49 | 0.17 | N | 4 | 1 |
| 25 | 25 | 25000 | RENT | 3.0 | VENTURE | C | 3500 | 13.49 | 0.14 | Y | 3 | 1 |
| 38 | 30 | 54000 | RENT | 0.0 | MEDICAL | B | 12500 | 11.71 | 0.24 | N | 10 | 1 |
| 39 | 22 | 32000 | RENT | 6.0 | EDUCATION | D | 8000 | 15.58 | 0.25 | N | 3 | 1 |
| 48 | 29 | 44000 | MORTGAGE | 13.0 | EDUCATION | B | 10000 | 11.86 | 0.23 | N | 8 | 1 |
| 53 | 23 | 48000 | RENT | 7.0 | MEDICAL | A | 8000 | 8.90 | 0.17 | N | 4 | 1 |
| 55 | 29 | 34560 | RENT | 8.0 | MEDICAL | E | 10000 | 16.40 | 0.29 | Y | 8 | 1 |
| 58 | 24 | 40000 | RENT | 1.0 | MEDICAL | B | 14125 | 9.91 | 0.35 | N | 3 | 1 |
| 60 | 26 | 54000 | RENT | 1.0 | PERSONAL | A | 9600 | 9.32 | 0.18 | N | 4 | 1 |
Loan_status = 0
| person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58627 | 34 | 57000 | MORTGAGE | 6.0 | PERSONAL | A | 8000 | 7.51 | 0.14 | N | 7 | 0 |
| 58628 | 22 | 50000 | RENT | 2.0 | PERSONAL | A | 12000 | 8.32 | 0.24 | N | 3 | 0 |
| 58630 | 35 | 30000 | RENT | 6.0 | MEDICAL | A | 3000 | 6.62 | 0.10 | N | 8 | 0 |
| 58631 | 30 | 85000 | MORTGAGE | 6.0 | PERSONAL | A | 5000 | 7.51 | 0.06 | N | 7 | 0 |
| 58633 | 24 | 37000 | RENT | 3.0 | EDUCATION | C | 9000 | 13.49 | 0.24 | Y | 2 | 0 |
| 58634 | 24 | 75000 | RENT | 8.0 | VENTURE | B | 4000 | 10.75 | 0.05 | N | 4 | 0 |
| 58636 | 22 | 70000 | RENT | 6.0 | DEBTCONSOLIDATION | A | 10000 | 7.29 | 0.14 | N | 4 | 0 |
| 58637 | 34 | 120000 | MORTGAGE | 5.0 | EDUCATION | D | 25000 | 15.95 | 0.21 | Y | 10 | 0 |
| 58640 | 22 | 30000 | RENT | 2.0 | EDUCATION | A | 5000 | 8.90 | 0.17 | N | 3 | 0 |
| 58641 | 31 | 75000 | MORTGAGE | 2.0 | VENTURE | B | 15000 | 11.11 | 0.20 | N | 5 | 0 |
Loan_status = 1
| person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58600 | 24 | 49000 | RENT | 6.0 | DEBTCONSOLIDATION | B | 20000 | 11.86 | 0.41 | N | 3 | 1 |
| 58608 | 21 | 24000 | RENT | 5.0 | MEDICAL | C | 10000 | 13.85 | 0.42 | N | 4 | 1 |
| 58621 | 22 | 36000 | RENT | 5.0 | VENTURE | E | 16000 | 16.45 | 0.44 | N | 4 | 1 |
| 58623 | 26 | 53000 | RENT | 10.0 | PERSONAL | D | 10800 | 16.29 | 0.20 | N | 3 | 1 |
| 58625 | 26 | 54000 | RENT | 4.0 | PERSONAL | D | 1600 | 14.96 | 0.03 | Y | 3 | 1 |
| 58629 | 23 | 29654 | RENT | 1.0 | VENTURE | A | 10000 | 6.54 | 0.34 | N | 2 | 1 |
| 58632 | 32 | 69000 | RENT | 0.0 | DEBTCONSOLIDATION | B | 12000 | 10.20 | 0.17 | N | 7 | 1 |
| 58635 | 29 | 46610 | MORTGAGE | 1.0 | PERSONAL | D | 2600 | 17.58 | 0.05 | N | 6 | 1 |
| 58638 | 28 | 28800 | RENT | 0.0 | MEDICAL | C | 10000 | 12.73 | 0.35 | N | 8 | 1 |
| 58639 | 23 | 44000 | RENT | 7.0 | EDUCATION | D | 6800 | 16.00 | 0.15 | N | 2 | 1 |
Loan_status = 0
| person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||||||||
Loan_status = 1
| person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||||||||